Adaptive control of a Wiener type system: application of a pH Neutralization reactor
In this paper the problem of on-line identification and adaptive control of a Wiener type non-linear system is studied. First, a Wiener model is defined whose linear and non-linear parts are described using Laguerre and piecewise linear basis functions, respectively. Then, an adaptive identification...
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Published in | International journal of control Vol. 80; no. 2; pp. 231 - 240 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
London
Taylor & Francis Group
01.02.2007
Taylor & Francis |
Subjects | |
Online Access | Get full text |
ISSN | 0020-7179 1366-5820 |
DOI | 10.1080/00207170600977815 |
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Abstract | In this paper the problem of on-line identification and adaptive control of a Wiener type non-linear system is studied. First, a Wiener model is defined whose linear and non-linear parts are described using Laguerre and piecewise linear basis functions, respectively. Then, an adaptive identification algorithm for this model is presented. A local convergence analysis for the adaptive identification is performed. The model obtained is used to adapt the parameters of a controller designed for the specific structure of the model. The complete scheme is applied to a simulation of a pH neutralization reactor subject to several perturbations. The results show the improved behaviour of the proposed scheme compared with other approaches found in the literature. |
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AbstractList | In this paper the problem of on-line identification and adaptive control of a Wiener type non-linear system is studied. First, a Wiener model is defined whose linear and non-linear parts are described using Laguerre and piecewise linear basis functions, respectively. Then, an adaptive identification algorithm for this model is presented. A local convergence analysis for the adaptive identification is performed. The model obtained is used to adapt the parameters of a controller designed for the specific structure of the model. The complete scheme is applied to a simulation of a pH neutralization reactor subject to several perturbations. The results show the improved behaviour of the proposed scheme compared with other approaches found in the literature. |
Author | Cousseau, J. E. Figueroa, J. L. Werner, S. Laakso, T. |
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Keywords | Adaptive algorithm Non linear control Control synthesis Wiener process Laguerre polynomial Adaptive control Modeling Model matching pH System identification Piecewise linearization Input output model Neutralization |
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SubjectTerms | Adaptative systems Applied sciences Computer science; control theory; systems Control system synthesis Control theory. Systems Exact sciences and technology Modelling and identification |
Title | Adaptive control of a Wiener type system: application of a pH Neutralization reactor |
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